{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"7ee45002e579","filters":{"venue":"Advanced studies in theoretical and applied econometrics"}},"results":[{"id":"W2102566996","doi":"10.1007/978-1-4020-2839-7_7","title":"The “Probabilistic Revolution”","year":2004,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Probability and Statistical Research","field":"Mathematics","cited_by":28,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Econometrics; Probabilistic logic; Probability theory; Mathematical economics; Economics; Positive economics; Neoclassical economics; Mathematics; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.0909053926893685,"gpt":0.3531876750397296,"spread":0.2622822823503611,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001326108,0.0003711614,0.0007780684,0.0001950366,0.0003665231,0.00004330707,0.0003267154,0.0002453,0.0001628063],"category_scores_gemma":[0.009232065,0.0002532665,0.00009171799,0.000194507,0.005079122,0.00003399647,0.0004940933,0.000826818,0.00005824036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005159626,"about_ca_system_score_gemma":0.00006382289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.092834e-7,"about_ca_topic_score_gemma":0.0000115503,"domain_scores_codex":[0.9977645,0.00002669091,0.0007523135,0.0006215816,0.0003014795,0.0005334641],"domain_scores_gemma":[0.98602,0.01308912,0.0001457094,0.000485063,0.0001166138,0.0001434555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007767455,0.00003264349,0.00000127389,0.000395179,0.00007413221,0.00000640453,0.00008309257,0.0000195146,1.574434e-7,0.9741659,0.000115522,0.02502848],"study_design_scores_gemma":[0.0004128487,0.00009090398,0.000007907005,0.0001415418,0.00004025046,0.000002876764,0.0001184052,0.00003054354,0.000002228368,0.9922873,0.006570423,0.0002947286],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002874953,0.01163989,0.002715814,0.0009549281,0.0002487207,0.001354029,0.0001074634,0.00007101386,0.9826207],"genre_scores_gemma":[0.7245831,0.1287393,0.04344432,0.0005402922,0.0005164097,0.001092069,0.00004194569,0.00033858,0.100704],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8819166,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391426502","doi":"10.1007/978-3-031-49849-7_8","title":"Nonparametric Models with Random Effects","year":2024,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Nonparametric statistics; Econometrics; Statistics; Computer science; Mathematics; Statistical physics; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.06288655854914903,"gpt":0.3324366294444385,"spread":0.2695500708952894,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005654423,0.0005773393,0.001540312,0.0007651552,0.00007529364,0.00004546736,0.0001816586,0.0002664252,0.00008490166],"category_scores_gemma":[0.002203194,0.0004021837,0.0000901863,0.0004596408,0.001488835,0.00004349037,0.000300469,0.0007317425,0.00004318347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246427,"about_ca_system_score_gemma":0.00001824576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.712265e-7,"about_ca_topic_score_gemma":8.112418e-7,"domain_scores_codex":[0.9978858,0.00001918182,0.0006326728,0.000809426,0.0002331571,0.0004197325],"domain_scores_gemma":[0.9840584,0.01518773,0.0001594015,0.0003409946,0.0001078173,0.0001456283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001690139,0.000028726,9.479076e-7,0.001161228,0.0002230116,0.00003066358,0.00009477235,0.00005173386,2.610223e-7,0.9497383,0.00005727944,0.04844411],"study_design_scores_gemma":[0.001231447,0.0002476207,0.000001154059,0.0005383749,0.0002431356,0.000005301964,0.00007612468,0.0006762685,0.00002069552,0.9953256,0.001091298,0.0005430056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0002748401,0.01122276,0.08176368,0.00004637025,0.0003501546,0.0009698889,0.00006365283,0.00009323163,0.9052154],"genre_scores_gemma":[0.2430883,0.04426233,0.6610233,0.000524802,0.0004804209,0.0008731656,0.00001874704,0.0004932095,0.04923563],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8559798,"threshold_uncertainty_score":0.999843,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2482170053","doi":"10.1007/0-387-24344-5_10","title":"Demand for Transport and Communication","year":2005,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Business","retraction":null,"screen_n_in":null,"score":{"opus":0.02363746644882096,"gpt":0.2630949505111189,"spread":0.2394574840622979,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001486044,0.0002355575,0.000462555,0.0002259569,0.00006563368,0.000009560075,0.00007825506,0.0001518943,0.00001692974],"category_scores_gemma":[0.00002204943,0.000221572,0.00003556506,0.00005136086,0.0005755982,0.00004136884,0.00004019729,0.0001856539,0.000002593353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004921059,"about_ca_system_score_gemma":0.000002691098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.144617e-7,"about_ca_topic_score_gemma":0.000004247257,"domain_scores_codex":[0.9993718,0.000001796192,0.0002806194,0.0001090426,0.00003850997,0.0001982743],"domain_scores_gemma":[0.9992075,0.0005374327,0.00003605492,0.0001480996,0.00001527155,0.00005564645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000183328,0.00000370562,0.00001594539,0.0001982251,0.00006729233,1.342841e-7,0.0008310298,0.0005671859,0.00000157279,0.9707453,0.00004836992,0.02750293],"study_design_scores_gemma":[0.0009581736,0.00007048414,0.00017715,0.0001276977,0.0001004364,0.000003877306,0.0005364023,0.0002913949,0.00006371535,0.908417,0.08864241,0.0006112278],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02251548,0.07709718,0.002231037,0.0002104156,0.0001669613,0.0009025773,0.0001901044,0.0001352183,0.896551],"genre_scores_gemma":[0.8820031,0.1122067,0.001816103,0.0001141722,0.0000824168,0.00007887617,0.00003257372,0.00005729919,0.003608767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8929422,"threshold_uncertainty_score":0.9035444,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2496668899","doi":"10.1007/0-387-24344-5_9","title":"Food Demand Analysis in Australia","year":2005,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Economics of Agriculture and Food Markets","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.04060733639694391,"gpt":0.2495150623087739,"spread":0.20890772591183,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008190722,0.0006092208,0.002216124,0.002357972,0.00007387128,0.00005737667,0.0003373361,0.0005164536,0.0007119876],"category_scores_gemma":[0.0001280283,0.0006383773,0.0002917515,0.000689624,0.0007008446,0.0001599745,0.0003162044,0.0006676667,0.0002448121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003598069,"about_ca_system_score_gemma":0.000007399927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002278354,"about_ca_topic_score_gemma":0.0001532813,"domain_scores_codex":[0.9964936,0.000007306209,0.001617175,0.001244453,0.00004754862,0.0005898536],"domain_scores_gemma":[0.9983315,0.0004865821,0.000562513,0.0004323604,0.00002795506,0.0001590989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005718335,0.00005441132,0.001649528,0.0000747517,0.0009366442,0.000005828423,0.0001956672,0.0005513062,1.691886e-7,0.9944484,0.00008485898,0.001941247],"study_design_scores_gemma":[0.0009727647,0.0001747826,0.002880898,0.00004359388,0.0001338686,0.000002259038,0.0001305866,0.00005594396,0.000004102105,0.9724711,0.02222597,0.0009041546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03558243,0.0403522,0.0001376975,0.0003301025,0.000318052,0.0006598865,0.0004100266,0.00003788898,0.9221717],"genre_scores_gemma":[0.9519744,0.02978387,0.001114161,0.0002412913,0.0001661802,0.0000810901,0.00005955671,0.00005294891,0.01652649],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.916392,"threshold_uncertainty_score":0.9996067,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2505409826","doi":"10.1007/0-387-24344-5_4","title":"Problems in Non-Linear Engel Functions","year":2005,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Mathematics; Applied mathematics; Econometrics; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.02644476760545443,"gpt":0.2590137950824694,"spread":0.2325690274770149,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005953538,0.0004019174,0.0007481765,0.0008009046,0.0001076824,0.00003623891,0.0004769369,0.0002249746,0.00008056607],"category_scores_gemma":[0.0000903245,0.0003640359,0.000076801,0.0004502793,0.000736402,0.0001605984,0.00065094,0.0006347293,0.0001136389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001399679,"about_ca_system_score_gemma":0.00001876496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.240365e-7,"about_ca_topic_score_gemma":0.000004030402,"domain_scores_codex":[0.99799,0.00001347098,0.0006209912,0.0008114387,0.0001443217,0.0004197794],"domain_scores_gemma":[0.9984772,0.0007853888,0.0001526562,0.0004380968,0.0000399466,0.0001066767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009096025,0.00003825159,0.000005916593,0.00007320502,0.0000304338,0.000006352794,0.0002376806,0.001446289,7.614563e-7,0.9021963,0.00001814111,0.09593756],"study_design_scores_gemma":[0.0007562995,0.00009262699,0.00001769176,0.0001158374,0.00001365972,0.000006370598,0.0001146059,0.003144199,0.00001221568,0.9707872,0.0244052,0.0005340641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004372016,0.008543123,0.07844376,0.0004228084,0.0006923852,0.0009417051,0.00003681791,0.0001188997,0.9103633],"genre_scores_gemma":[0.7411657,0.056471,0.08576035,0.001487398,0.001237654,0.0007506252,0.00004873047,0.0002144615,0.1128641],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7974992,"threshold_uncertainty_score":0.9998811,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2740952903","doi":"10.1007/978-3-319-60783-2_7","title":"Nonparametric Models with Random Effects","year":2017,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Estimator; Mathematics; Nonparametric statistics; Applied mathematics; Rate of convergence; Statistics; Linear model; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.08136736005306433,"gpt":0.3449795977928088,"spread":0.2636122377397445,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006600108,0.0005732236,0.001739438,0.0005498112,0.0001888225,0.00005459806,0.0003022082,0.0002856887,0.00006941002],"category_scores_gemma":[0.005488252,0.0004108363,0.00008455266,0.0001335356,0.002218568,0.00006618053,0.0003261516,0.0006250321,0.00001819731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001002966,"about_ca_system_score_gemma":0.00002215161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.917636e-7,"about_ca_topic_score_gemma":0.000001430143,"domain_scores_codex":[0.9979554,0.00002643203,0.00058614,0.0007559196,0.0002341715,0.0004418795],"domain_scores_gemma":[0.9845277,0.01421575,0.0003663938,0.0005852644,0.0001445741,0.0001603182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002187244,0.00003228892,0.000003346231,0.0005262016,0.0001585213,0.00001903446,0.00006945062,0.00002647612,2.114547e-7,0.9038925,0.000040258,0.09501299],"study_design_scores_gemma":[0.002100967,0.0002456647,0.000006689687,0.0003855138,0.0001660063,0.00000403298,0.00004061407,0.0003064214,0.00002167487,0.9952889,0.0008697049,0.0005638304],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0002979821,0.004187313,0.105091,0.00003412909,0.0002551123,0.0009864777,0.00005070217,0.00005163509,0.8890457],"genre_scores_gemma":[0.2811568,0.03403277,0.6578658,0.0003492035,0.0003598753,0.0005942143,0.00001390797,0.0003060263,0.02532139],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8637242,"threshold_uncertainty_score":0.9998344,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406155707","doi":"10.1007/978-3-031-48385-1_2","title":"Robust dynamic space–time panel data models using $$ \\varepsilon $$-contamination: an application to crop yields and climate change","year":2022,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Spatial and Panel Data Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Contamination; Climate change; Environmental science; Crop; Computer science; Geography; Forestry; Biology; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.1677086382115875,"gpt":0.2891800934343836,"spread":0.1214714552227961,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009382937,0.0004923922,0.001275887,0.00112324,0.0003225358,0.00008687247,0.0005488893,0.0002487364,0.0004005581],"category_scores_gemma":[0.0001001606,0.0005653644,0.00006436981,0.0004756473,0.0004288107,0.0005383225,0.001585274,0.0004017202,0.0000548156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002711538,"about_ca_system_score_gemma":0.000008463271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003627938,"about_ca_topic_score_gemma":0.00006539817,"domain_scores_codex":[0.9968292,0.00001424933,0.0009511618,0.001658287,0.00009172809,0.0004553495],"domain_scores_gemma":[0.9979683,0.0002871613,0.0004854857,0.001028676,0.00004162323,0.0001887163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000638697,0.00004499928,0.000100811,0.0001179911,0.0001270314,0.000004553117,0.0003646707,0.004537651,0.000002029069,0.9637896,0.000007425855,0.03083936],"study_design_scores_gemma":[0.000749042,0.0001959441,0.0003075635,0.0000704932,0.0001771984,0.000009988702,0.0004252485,0.3054648,0.000001548048,0.6829212,0.00837325,0.001303683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06585438,0.1112777,0.1677798,0.003992887,0.002113753,0.01171775,0.04739634,0.0005720029,0.5892953],"genre_scores_gemma":[0.9296781,0.05420104,0.01014977,0.0007983338,0.0002617243,0.0004512887,0.002807167,0.0001909186,0.001461691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8638237,"threshold_uncertainty_score":0.9996798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406170328","doi":"10.1007/978-3-031-48385-1_25","title":"DS-HECK: double-lasso estimation of Heckman selection model","year":2023,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Japan Society for the Promotion of Science","keywords":"Lasso (programming language); Estimation; Selection (genetic algorithm); Mathematics; Statistics; Computer science; Econometrics; Economics; Artificial intelligence; World Wide Web","retraction":null,"screen_n_in":null,"score":{"opus":0.1514853754611886,"gpt":0.3824888622064055,"spread":0.231003486745217,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006533429,0.0003550061,0.001027111,0.0005023951,0.00007978269,0.00001477228,0.0001366216,0.0002622794,0.00006425962],"category_scores_gemma":[0.001342352,0.000316032,0.00007523802,0.0002967916,0.0008765549,0.00004164909,0.0002213781,0.0004025322,0.00001749752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000116453,"about_ca_system_score_gemma":0.00002266401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.592842e-7,"about_ca_topic_score_gemma":0.000002275418,"domain_scores_codex":[0.9981589,0.00001337662,0.0008327191,0.0005050196,0.0001999614,0.0002900808],"domain_scores_gemma":[0.9958073,0.003457663,0.0003295257,0.0002205613,0.0001048799,0.0000800842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009175578,0.00002881686,0.000002925095,0.0004684051,0.00008239337,9.832145e-7,0.0001296503,0.002241051,0.000004226088,0.958509,0.00004578956,0.038395],"study_design_scores_gemma":[0.0006222526,0.0001012287,0.000006201344,0.0001737581,0.00008365722,0.000001270901,0.00008353969,0.02892493,0.0001182183,0.969519,0.00005374163,0.0003121818],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002465793,0.0006435089,0.3775612,0.0001001136,0.000318362,0.00104529,0.0001670663,0.0001584614,0.6175402],"genre_scores_gemma":[0.3705572,0.007662429,0.6010662,0.0000891578,0.0001069924,0.0002354779,0.00003136948,0.0001950388,0.02005617],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5974841,"threshold_uncertainty_score":0.9999292,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410455771","doi":"10.1007/978-3-031-92699-0_17","title":"Dynamic Log-Linear Probability Model with Interactions","year":2025,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Financial Risk and Volatility Modeling","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics; Computer science; Statistical physics; Statistics; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.04804883112909521,"gpt":0.2744657326753324,"spread":0.2264169015462372,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005097247,0.0005006082,0.00136654,0.0008089526,0.0001757212,0.00002922321,0.0002357814,0.0002729595,0.00007699757],"category_scores_gemma":[0.0003129079,0.0004984912,0.0001279821,0.0002979908,0.001085651,0.0001290808,0.0003190623,0.0007753746,0.00005084007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004203679,"about_ca_system_score_gemma":0.00004043685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002212511,"about_ca_topic_score_gemma":0.00003532307,"domain_scores_codex":[0.997278,0.00000487459,0.001115668,0.001129256,0.00005221552,0.0004200085],"domain_scores_gemma":[0.9984757,0.0004939989,0.0003649455,0.000498164,0.00007410013,0.00009314607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001192554,0.00005417191,0.0001351992,0.0002289751,0.0001040731,0.000001824594,0.0001797729,0.009077267,2.013941e-7,0.9831107,0.00002617701,0.006962359],"study_design_scores_gemma":[0.0005297638,0.00006791065,0.00003137716,0.0001402511,0.00002855034,0.000001317344,0.00006834719,0.06531602,0.000001951325,0.9288476,0.004459345,0.0005075396],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00790408,0.01228608,0.0603732,0.0004920058,0.0003975629,0.001182234,0.0006330644,0.00009535963,0.9166364],"genre_scores_gemma":[0.8889378,0.01490662,0.04002224,0.0003679714,0.00006265592,0.000249342,0.00007128632,0.0001042693,0.05527787],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8810337,"threshold_uncertainty_score":0.9997467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410455786","doi":"10.1007/978-3-031-92699-0_16","title":"Dimensionality and Exact Bound Tests in Simultaneous Equations","year":2025,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University; McGill University","funders":"","keywords":"Curse of dimensionality; Applied mathematics; Mathematics; Statistical physics; Physics; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.08946710327718624,"gpt":0.3697182791180418,"spread":0.2802511758408556,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009142874,0.000436995,0.001143939,0.0005844627,0.0001116406,0.00002577843,0.0001535908,0.0002986435,0.00008405091],"category_scores_gemma":[0.01334755,0.0003975261,0.0000589027,0.0003364975,0.001755337,0.00004541007,0.0005912413,0.0006836356,0.00000818412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002484207,"about_ca_system_score_gemma":0.00002706572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.968868e-7,"about_ca_topic_score_gemma":0.00000944071,"domain_scores_codex":[0.9978403,0.00004491966,0.0008400267,0.0007431671,0.000171678,0.0003599118],"domain_scores_gemma":[0.9550833,0.04423131,0.0002112117,0.0003100454,0.00006229666,0.0001018409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004194632,0.00005566322,0.00002437404,0.0003882552,0.00007776605,0.00001437531,0.0001298604,0.000135665,0.000003414265,0.9604689,0.00002084466,0.03863889],"study_design_scores_gemma":[0.0005658226,0.00005231971,0.000004477318,0.0002735536,0.00006045157,0.000001332875,0.0001603832,0.0007638148,0.00001185103,0.9955425,0.002165094,0.0003984364],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005143723,0.01579801,0.01830384,0.000762795,0.0007263995,0.002679413,0.0002013049,0.0001619207,0.9562226],"genre_scores_gemma":[0.7049389,0.01960176,0.2514124,0.0009342045,0.0001176571,0.0003407513,0.00002254641,0.0001485213,0.02248323],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9337394,"threshold_uncertainty_score":0.9998477,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2505202142","doi":"10.1007/0-387-24344-5_8","title":"Estimating Increase in Consumer Demand","year":2005,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Consumer demand; Economics; Environmental science; Microeconomics","retraction":null,"screen_n_in":null,"score":{"opus":0.02838359541813945,"gpt":0.2651258955292207,"spread":0.2367423001110813,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006897153,0.0004549042,0.0008697422,0.001181666,0.0001203665,0.00008541057,0.0001840495,0.0001966038,0.000454683],"category_scores_gemma":[0.0003996566,0.0004380133,0.00006828031,0.0003445939,0.0007722964,0.000237293,0.0005585862,0.0005274198,0.00009252928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009183987,"about_ca_system_score_gemma":0.00001103482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000758816,"about_ca_topic_score_gemma":0.00005412141,"domain_scores_codex":[0.9981052,0.000005282851,0.0007049277,0.0006293759,0.0001423497,0.00041285],"domain_scores_gemma":[0.9986127,0.000812949,0.0002565648,0.0002377643,0.00005121265,0.0000288075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007183222,0.00002855311,0.002871992,0.0002915776,0.00003660853,0.00002358233,0.00004247441,0.0001509061,0.000001180099,0.8110052,0.00004261794,0.1854335],"study_design_scores_gemma":[0.002661417,0.00001771822,0.00220987,0.0007233126,0.0002966371,0.00000782361,0.0003524469,0.002171091,0.000003789025,0.9382008,0.05175246,0.001602666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04617453,0.01022626,0.0001426932,0.0001713264,0.0004020167,0.0006647564,0.00001197858,0.00007833268,0.9421281],"genre_scores_gemma":[0.9902283,0.003107068,0.00225746,0.0008480976,0.0004693948,0.00008565788,0.0000264979,0.00008409464,0.002893419],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9440538,"threshold_uncertainty_score":0.9998072,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}